Public Scrutiny of Automated Decisions: Early Lessons and Emerging Methods


Research Report by Omidyar Network: “Automated decisions are increasingly part of everyday life, but how can the public scrutinize, understand, and govern them? To begin to explore this, Omidyar Network has, in partnership with Upturn, published Public Scrutiny of Automated Decisions: Early Lessons and Emerging Methods.

The report is based on an extensive review of computer and social science literature, a broad array of real-world attempts to study automated systems, and dozens of conversations with global digital rights advocates, regulators, technologists, and industry representatives. It maps out the landscape of public scrutiny of automated decision-making, both in terms of what civil society was or was not doing in this nascent sector and what laws and regulations were or were not in place to help regulate it.

Our aim in exploring this is three-fold:

1) We hope it will help civil society actors consider how much they have to gain in empowering the public to effectively scrutinize, understand, and help govern automated decisions;

2) We think it can start laying a policy framework for this governance, adding to the growing literature on the social and economic impact of such decisions; and

3) We’re optimistic that the report’s findings and analysis will inform other funders’ decisions in this important and growing field. (Read the full report here.)”

A primer on political bots: Part one


Stuart W. Shulman et al at Data Driven Journalism: “The rise of political bots brings into sharp focus the role of automated social media accounts in today’s democratic civil society. Events during the Brexit referendum and the 2016 U.S. Presidential election revealed the scale of this issue for the first time to the majority of citizens and policy-makers. At the same time, the deployment of Russian-linked bots designed to promote pro-gun laws in the aftermath of the Florida school shooting demonstrates the state-sponsored, real-time readiness to shape, through information warfare, the dominant narratives on platforms such as Twitter. The regular news reports on these issues lead us to conclude that the foundations of democracy have become threatened by the presence of aggressive and socially disruptive bots, which aim to manipulate online political discourse.

While there is clarity on the various functions that bot accounts can be scripted to perform, as described below, the task of accurately defining this phenomenon and identifying bot accounts remains a challenge. At Texifter, we have endeavoured to bring nuance to this issue through a research project which explores the presence of automated accounts on Twitter. Initially, this project concerned itself with an attempt to identify bots which participated in online conversations around the prevailing cryptocurrency phenomenon. This article is the first in a series of three blog posts produced by the researchers at Texifter that outlines the contemporary phenomenon of Twitter bots….

Bots in their current iteration have a relatively short, albeit rapidly evolving history. Initially constructed with non-malicious intentions, it wasn’t until the late 1990s with the advent of Web 2.0 when bots began to develop a more negative reputation. Although bots have been used maliciously in denial-of-service (DDoS) attacks, spam emails, and mass identity theft, their purpose is not explicitly to incite mayhem.

Before the most recent political events, bots existed in chat rooms, operated as automated customer service agents on websites, and were a mainstay on dating websites. This familiar form of the bot is known to the majority of the general population as a “chatbot” – for instance, CleverBot was and still is a popular platform to talk to an “AI”. Another prominent example was Microsoft’s failed Twitter Chatbot Tay which made headlines in 2016 when “her” vocabulary and conversation functions were manipulated by Twitter users until “she” espoused neo-nazi views when “she” was subsequently deleted.

Image: XKCD Comic #632.

A Twitter bot is an account controlled by an algorithm or script, which is typically hosted on a cloud platform such as Heroku. They are typically, though not exclusively, scripted to conduct repetitive tasks.  For example, there are bots that retweet content containing particular keywords, reply to new followers, and direct messages to new followers; although they can be used for more complex tasks such as participating in online conversations. Bot accounts make up between 9 and 15% of all active accounts on Twitter; however, it is predicted that they account for a much greater percentage of total Twitter traffic. Twitter bots are generally not created with malicious intent; they are frequently used for online chatting or for raising the professional profile of a corporation – but their ability to pervade our online experience and shape political discourse warrants heightened scrutiny….(More)”.

Do Academic Journals Favor Researchers from Their Own Institutions?


Yaniv Reingewertz and Carmela Lutmar at Harvard Business Review: “Are academic journals impartial? While many would suggest that academic journals work for the advancement of knowledge and science, we show this is not always the case. In a recent study, we find that two international relations (IR) journals favor articles written by authors who share the journal’s institutional affiliation. We term this phenomenon “academic in-group bias.”

In-group bias is a well-known phenomenon that is widely documented in the psychological literature. People tend to favor their group, whether it is their close family, their hometown, their ethnic group, or any other group affiliation. Before our study, the evidence regarding academic in-group bias was scarce, with only one studyfinding academic in-group bias in law journals. Studies from economics found mixedresults. Our paper provides evidence of academic in-group bias in IR journals, showing that this phenomenon is not specific to law. We also provide tentative evidence which could potentially resolve the conflict in economics, suggesting that these journals might also exhibit in-group bias. In short, we show that academic in-group bias is general in nature, even if not necessarily large in scope….(More)”.

How Blockchain can benefit migration programmes and migrants


Solon Ardittis at the Migration Data Portal: “According to a recent report published by CB Insights, there are today at least 36 major industries that are likely to benefit from the use of Blockchain technology, ranging from voting procedures, critical infrastructure security, education and healthcare, to car leasing, forecasting, real estate, energy management, government and public records, wills and inheritance, corporate governance and crowdfunding.

In the international aid sector, a number of experiments are currently being conducted to distribute aid funding through the use of Blockchain and thus to improve the tracing of the ways in which aid is disbursed. Among several other examples, the Start Network, which consists of 42 aid agencies across five continents, ranging from large international organizations to national NGOs, has launched a Blockchain-based project that enables the organization both to speed up the distribution of aid funding and to facilitate the tracing of every single payment, from the original donor to each individual assisted.

As Katherine Purvis of The Guardian noted, “Blockchain enthusiasts are hopeful it could be the next big development disruptor. In providing a transparent, instantaneous and indisputable record of transactions, its potential to remove corruption and provide transparency and accountability is one area of intrigue.”

In the field of international migration and refugee affairs, however, Blockchain technology is still in its infancy.

One of the few notable examples is the launch by the United Nations (UN) World Food Programme (WFP) in May 2017 of a project in the Azraq Refugee Camp in Jordan which, through the use of Blockchain technology, enables the creation of virtual accounts for refugees and the uploading of monthly entitlements that can be spent in the camp’s supermarket through the use of an authorization code. Reportedly, the programme has contributed to a reduction by 98% of the bank costs entailed by the use of a financial service provider.

This is a noteworthy achievement considering that organizations working in international relief can lose up to 3.5% of each aid transaction to various fees and costs and that an estimated 30% of all development funds do not reach their intended recipients because of third-party theft or mismanagement.

At least six other UN agencies including the UN Office for Project Services (UNOPS), the UN Development Programme (UNDP), the UN Children’s Fund (UNICEF), UN Women, the UN High Commissioner for Refugees (UNHCR) and the UN Development Group (UNDG), are now considering Blockchain applications that could help support international assistance, particularly supply chain management tools, self-auditing of payments, identity management and data storage.

The potential of Blockchain technology in the field of migration and asylum affairs should therefore be fully explored.

At the European Union (EU) level, while a Blockchain task force has been established by the European Parliament to assess the ways in which the technology could be used to provide digital identities to refugees, and while the European Commission has recently launched a call for project proposals to examine the potential of Blockchain in a range of sectors, little focus has been placed so far on EU assistance in the field of migration and asylum, both within the EU and in third countries with which the EU has negotiated migration partnership agreements.

This is despite the fact that the use of Blockchain in a number of major programme interventions in the field of migration and asylum could help improve not only their cost-efficiency but also, at least as importantly, their degree of transparency and accountability. This at a time when media and civil society organizations exercise increased scrutiny over the quality and ethical standards of such interventions.

In Europe, for example, Blockchain could help administer the EU Asylum, Migration and Integration Fund (AMIF), both in terms of transferring funds from the European Commission to the eligible NGOs in the Member States and in terms of project managers then reporting on spending. This would help alleviate many of the recurrent challenges faced by NGOs in managing funds in line with stringent EU regulations.

As crucially, Blockchain would have the potential to increase transparency and accountability in the channeling and spending of EU funds in third countries, particularly under the Partnership Framework and other recent schemes to prevent irregular migration to Europe.

A case in point is the administration of EU aid in response to the refugee emergency in Greece where, reportedly, there continues to be insufficient oversight of the full range of commitments and outcomes of large EU-funded investments, particularly in the housing sector. Another example is the set of recent programme interventions in Libya, where a growing number of incidents of human rights abuses and financial mismanagement are being brought to light….(More)”.

Data Collaboratives can transform the way civil society organisations find solutions


Stefaan G. Verhulst at Disrupt & Innovate: “The need for innovation is clear: The twenty-first century is shaping up to be one of the most challenging in recent history. From climate change to income inequality to geopolitical upheaval and terrorism: the difficulties confronting International Civil Society Organisations (ICSOs) are unprecedented not only in their variety but also in their complexity. At the same time, today’s practices and tools used by ICSOs seem stale and outdated. Increasingly, it is clear, we need not only new solutions but new methods for arriving at solutions.

Data will likely become more central to meeting these challenges. We live in a quantified era. It is estimated that 90% of the world’s data was generated in just the last two years. We know that this data can help us understand the world in new ways and help us meet the challenges mentioned above. However, we need new data collaboration methods to help us extract the insights from that data.

UNTAPPED DATA POTENTIAL

For all of data’s potential to address public challenges, the truth remains that most data generated today is in fact collected by the private sector – including ICSOs who are often collecting a vast amount of data – such as, for instance, the International Committee of the Red Cross, which generates various (often sensitive) data related to humanitarian activities. This data, typically ensconced in tightly held databases toward maintaining competitive advantage or protecting from harmful intrusion, contains tremendous possible insights and avenues for innovation in how we solve public problems. But because of access restrictions and often limited data science capacity, its vast potential often goes untapped.

DATA COLLABORATIVES AS A SOLUTION

Data Collaboratives offer a way around this limitation. They represent an emerging public-private partnership model, in which participants from different areas — including the private sector, government, and civil society — come together to exchange data and pool analytical expertise.

While still an emerging practice, examples of such partnerships now exist around the world, across sectors and public policy domains. Importantly several ICSOs have started to collaborate with others around their own data and that of the private and public sector. For example:

  • Several civil society organisations, academics, and donor agencies are partnering in the Health Data Collaborative to improve the global data infrastructure necessary to make smarter global and local health decisions and to track progress against the Sustainable Development Goals (SDGs).
  • Additionally, the UN Office for the Coordination of Humanitarian Affairs (UNOCHA) built Humanitarian Data Exchange (HDX), a platform for sharing humanitarian from and for ICSOs – including Caritas, InterAction and others – donor agencies, national and international bodies, and other humanitarian organisations.

These are a few examples of Data Collaboratives that ICSOs are participating in. Yet, the potential for collaboration goes beyond these examples. Likewise, so do the concerns regarding data protection and privacy….(More)”.

Spanning Today’s Chasms: Seven Steps to Building Trusted Data Intermediaries


James Shulman at the Mellon Foundation: “In 2001, when hundreds of individual colleges and universities were scrambling to scan their slide libraries, The Andrew W. Mellon Foundation created a new organization, Artstor, to assemble a massive library of digital images from disparate sources to support teaching and research in the arts and humanities.

Rather than encouraging—or paying for—each school to scan its own slide of the Mona Lisa, the Mellon Foundation created an intermediary organization that would balance the interests of those who created, photographed and cared for art works, such as artists and museums, and those who wanted to use such images for the admirable calling of teaching and studying history and culture.  This organization would reach across the gap that separated these two communities and would respect and balance the interests of both sides, while helping each accomplish their missions.  At the same time that Napster was using technology to facilitate the un-balanced transfer of digital content from creators to users, the Mellon Foundation set up a new institution aimed at respecting the interests of one side of the market and supporting the socially desirable work of the other.

As the internet has enabled the sharing of data across the world, new intermediaries have emerged as entire platforms. A networked world needs such bridges—think Etsy or Ebay sitting between sellers and buyers, or Facebook sitting between advertisers and users. While intermediaries that match sellers and buyers of things provide a marketplace to bridge from one side or the other, aggregators of data work in admittedly more shadowy territories.

In the many realms that market forces won’t support, however, a great deal of public good can be done by aggregating and managing access to datasets that might otherwise continue to live in isolation. Whether due to institutional sociology that favors local solutions, the technical challenges associated with merging heterogeneous databases built with different data models, intellectual property limitations, or privacy concerns, datasets are built and maintained by independent groups that—if networked—could be used to further each other’s work.

Think of those studying coral reefs, or those studying labor practices in developing markets, or child welfare offices seeking to call upon court records in different states, or medical researchers working in different sub-disciplines but on essentially the same disease.  What intermediary invests in joining these datasets?  Many people assume that computers can simply “talk” to each other and share data intuitively, but without targeted investment in connecting them, they can’t.  Unlike modern databases that are now often designed with the cloud in mind, decades of locally created databases churn away in isolation, at great opportunity cost to us all.

Art history research is an unusually vivid example. Most people can understand that if you want to study Caravaggio, you don’t want to hunt and peck across hundreds of museums, books, photo archives, libraries, churches, and private collections.  You want all that content in one place—exactly what Mellon sought to achieve by creating Artstor.

What did we learn in creating Artstor that might be distilled as lessons for others taking on an aggregation project to serve the public good?….(More)”.

The Social Media Threat to Society and Security


George Soros at Project Syndicate: “It takes significant effort to assert and defend what John Stuart Mill called the freedom of mind. And there is a real chance that, once lost, those who grow up in the digital age – in which the power to command and shape people’s attention is increasingly concentrated in the hands of a few companies – will have difficulty regaining it.

The current moment in world history is a painful one. Open societies are in crisis, and various forms of dictatorships and mafia states, exemplified by Vladimir Putin’s Russia, are on the rise. In the United States, President Donald Trump would like to establish his own mafia-style state but cannot, because the Constitution, other institutions, and a vibrant civil society won’t allow it….

The rise and monopolistic behavior of the giant American Internet platform companies is contributing mightily to the US government’s impotence. These companies have often played an innovative and liberating role. But as Facebook and Google have grown ever more powerful, they have become obstacles to innovation, and have caused a variety of problems of which we are only now beginning to become aware…

Social media companies’ true customers are their advertisers. But a new business model is gradually emerging, based not only on advertising but also on selling products and services directly to users. They exploit the data they control, bundle the services they offer, and use discriminatory pricing to keep more of the benefits that they would otherwise have to share with consumers. This enhances their profitability even further, but the bundling of services and discriminatory pricing undermine the efficiency of the market economy.

Social media companies deceive their users by manipulating their attention, directing it toward their own commercial purposes, and deliberately engineering addiction to the services they provide. This can be very harmful, particularly for adolescents.

There is a similarity between Internet platforms and gambling companies. Casinos have developed techniques to hook customers to the point that they gamble away all of their money, even money they don’t have.

Something similar – and potentially irreversible – is happening to human attention in our digital age. This is not a matter of mere distraction or addiction; social media companies are actually inducing people to surrender their autonomy. And this power to shape people’s attention is increasingly concentrated in the hands of a few companies.

It takes significant effort to assert and defend what John Stuart Mill called the freedom of mind. Once lost, those who grow up in the digital age may have difficulty regaining it.

This would have far-reaching political consequences. People without the freedom of mind can be easily manipulated. This danger does not loom only in the future; it already played an important role in the 2016 US presidential election.

There is an even more alarming prospect on the horizon: an alliance between authoritarian states and large, data-rich IT monopolies, bringing together nascent systems of corporate surveillance with already-developed systems of state-sponsored surveillance. This may well result in a web of totalitarian control the likes of which not even George Orwell could have imagined….(More)”.

Smarter New York City: How City Agencies Innovate


Book edited by André Corrêa d’Almeida: “Innovation is often presented as being in the exclusive domain of the private sector. Yet despite widespread perceptions of public-sector inefficiency, government agencies have much to teach us about how technological and social advances occur. Improving governance at the municipal level is critical to the future of the twenty-first-century city, from environmental sustainability to education, economic development, public health, and beyond. In this age of acceleration and massive migration of people into cities around the world, this book explains how innovation from within city agencies and administrations makes urban systems smarter and shapes life in New York City.
Using a series of case studies, Smarter New York City describes the drivers and constraints behind urban innovation, including leadership and organization; networks and interagency collaboration; institutional context; technology and real-time data collection; responsiveness and decision making; and results and impact. Cases include residential organic-waste collection, an NYPD program that identifies the sound of gunshots in real time, and the Vision Zero attempt to end traffic casualties, among others. Challenging the usefulness of a tech-centric view of urban innovation, Smarter New York City brings together a multidisciplinary and integrated perspective to imagine new possibilities from within city agencies, with practical lessons for city officials, urban planners, policy makers, civil society, and potential private-sector partners….(More)”.

The End of the End of History?


Introduction to Special Issue of The Hedgehog Review: “Although Francis Fukuyama never said the triumph of liberal democracy was inevitable, his qualified declaration of the “the end of history” captured the optimistic, sometimes naive tenor of the early post-Cold War era. But how quickly that confidence faded! Unmistakable signs of history’s resumption began to appear less than two decades after the fall of the Berlin Wall. In its 2008 annual report on political rights and civil liberties around the world, the democracy watchdog Freedom House took troubled note of the reversal of progress in a number of key countries in South Asia, the Middle East, Africa, and the former Soviet space.

This “profoundly disturbing deterioration,” as Freedom House put it, has continued, and not only in countries with fragile democratic institutions. The most recent survey found that “in 2016 it was established democracies—countries rated Free in the report’s ranking system—that dominated the list of countries suffering setbacks.” The report’s authors went on glumly to note that the US election of 2016 “raised fears of a foreign policy divorced from America’s traditional strategic commitments to democracy, human rights, and the rules-based international order that it helped to construct beginning in 1945.” And if this were not enough, they pointed to a growing “nexus” of mutual support between authoritarian regimes and populist movements in both weak and strong liberal democracies.

It would be somewhat reassuring to think the United States is the “exceptional nation” resisting the tide. But President Donald J. Trump’s casual, sometimes caustic, disdain for democratic norms and his inexplicable coziness with Vladimir Putin and lesser authoritarians have raised concerns in America and abroad, particularly among traditional allies.

Disturbing as the behavior of the forty-fifth president is, honesty compels us to recognize that Trump’s presidency is less the cause of America’s democracy woes than the product of them. Surveys and studies, including The Vanishing Center of American Democracy, published by the Institute for Advanced Studies in Culture last year, reveal a steady decline in Americans’ confidence in their political institutions as well as various other bulwarks of a liberal and civil society. A declining faith in democratic norms has only exacerbated the culture war divisions of the last four decades, divisions that have in turn been intensified by what some call a new class war between “credentialed” elites and (mostly) white lower-income earners who see their fortunes declining. And as many have noted, democratic norms are bound to suffer when there are no shared conceptions of truth or objectivity, and when all products of journalism are dismissed, from one partisan angle or another, as “fake news.”

Is it time to declare the end of the end of history, as we tentatively suggest in the title to this issue’s theme? More fundamentally, is there something deeply flawed in what many people have long believed was the crowning achievement of the Enlightenment: not merely the idea of governments of, for, and by the people but states undergirded by commitments to personal and civil liberties. Are we witnessing the exhaustion of the once-vital liberal tradition that supported our politics, both its progressive and conservative strands, and which made politics a (relatively) civil enterprise, and compromise a desirable outcome of that enterprise?

The contributors to this issue propose widely differing answers to these questions. But all agree that the questions are urgent and the stakes are high, not only for America and other liberal democracies but also for the relatively stable global order that emerged after World War II, an order built on faith in the universal worth of liberal principles….(More)”.

Opening Government to Improve Outcomes


Laura Wesley at Canada Beyond 150: “Open Government is a concept. It’s a view into government. It’s an invitation to stakeholders, citizens and civil society to help shape government decisions and actions. It is not a program or policy, yet both can be part of achieving the vision of a government that encourages civic participation, invites accountability and demonstrates transparency. Examples of open government include proactively disclosing financial and human resources-related information online and publishing expenditures that can be displayed visually or as machine-readable charts. These measures are intended to strengthen public sector management.

From my place within the public service, I see opening government as a verb. To me, it’s what we are doing to create opportunities for people – wherever they work or reside – to contribute to the activities that go into governing so that the country reflects the values of those who live in it. Engaging citizens and stakeholders in the context of policy shaping builds trust, seeks others’ perspectives, enables accountability, and allows us to collectively design better policy, programs and services.

What is engagement in the context of public policy?

Engagement processes can be structured and formal like parliamentary committees to study an issue or those that allow for anyone to provide feedback on legislation as it moves through Parliament. They can be done by elected officials or by public servants working on their behalf, for example, through processes that invite stakeholders to comment on proposed regulatory or legislative changes. They can be informal, like hosting conversations online. They can be open and transparent, moderated or unmoderated, multilateral or bilateral. There are many options, yet deciding which methods to employ at the right time can be cloaked in complexity, with much at risk if we get it wrong. So how can we teach “engagement” as a mechanism to improve policy-shaping?

Canada Beyond 150 is a participatory learning program for public servants to experience new ways of developing and delivering public policy. I was excited to learn that engagement, along with design and foresight, was one of the three pillars of the program. My team had mapped some of the system-wide gaps that needed to be filled in order to build the organizational muscle required to engage broadly; this was our chance to understand how to support new public servants through change….(More)”.